Endocrine Immune-Related Adverse Events Are Independent Predictors of Survival in Patients with Lung Cancer
Abstract
:Simple Summary
Abstract
1. Introduction
2. Materials and Methods
3. Statistical Analysis
4. Results
4.1. irAEs
4.2. E-irAEs
4.3. Non-Endocrine irAEs
4.4. Corticosteroids
5. Discussion
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Sung, H.; Ferlay, J.; Siegel, R.L.; Laversanne, M.; Soerjomataram, I.; Jemal, A.; Bray, F. Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries. CA Cancer J. Clin. 2021, 71, 209–249. [Google Scholar] [CrossRef]
- Siegel, R.L.; Miller, K.D.; Wagle, N.S.; Jemal, A. Cancer Statistics, 2023. CA Cancer J. Clin. 2023, 73, 17–48. [Google Scholar] [CrossRef]
- Mamdani, H.; Matosevic, S.; Khalid, A.B.; Durm, G.; Jalal, S.I. Immunotherapy in Lung Cancer: Current Landscape and Future Directions. Front. Immunol. 2022, 13, 823618. [Google Scholar] [CrossRef]
- Tumeh, P.C.; Harview, C.L.; Yearley, J.H.; Shintaku, I.P.; Taylor, E.J.M.; Robert, L.; Chmielowski, B.; Spasic, M.; Henry, G.; Ciobanu, V.; et al. PD-1 Blockade Induces Responses by Inhibiting Adaptive Immune Resistance. Nature 2014, 515, 568–571. [Google Scholar] [CrossRef]
- Kennedy, L.B.; Salama, A.K.S. A Review of Cancer Immunotherapy Toxicity. CA Cancer J. Clin. 2020, 70, 86–104. [Google Scholar] [CrossRef]
- Ramos-Casals, M.; Brahmer, J.R.; Callahan, M.K.; Flores-Chávez, A.; Keegan, N.; Khamashta, M.A.; Lambotte, O.; Mariette, X.; Prat, A.; Suárez-Almazor, M.E. Immune-Related Adverse Events of Checkpoint Inhibitors. Nat. Rev. Dis. Primers 2020, 6, 38. [Google Scholar] [CrossRef]
- Barroso-Sousa, R.; Barry, W.T.; Garrido-Castro, A.C.; Hodi, F.S.; Min, L.; Krop, I.E.; Tolaney, S.M. Incidence of Endocrine Dysfunction Following the Use of Different Immune Checkpoint Inhibitor Regimens: A Systematic Review and Meta-Analysis. JAMA Oncol. 2018, 4, 173–182. [Google Scholar] [CrossRef]
- Martins, F.; Sofiya, L.; Sykiotis, G.P.; Lamine, F.; Maillard, M.; Fraga, M.; Shabafrouz, K.; Ribi, C.; Cairoli, A.; Guex-Crosier, Y.; et al. Adverse Effects of Immune-Checkpoint Inhibitors: Epidemiology, Management and Surveillance. Nat. Rev. Clin. Oncol. 2019, 16, 563–580. [Google Scholar] [CrossRef]
- Wright, J.J.; Powers, A.C.; Johnson, D.B. Endocrine Toxicities of Immune Checkpoint Inhibitors. Nat. Rev. Endocrinol. 2021, 17, 389–399. [Google Scholar] [CrossRef]
- Ferrari, S.M.; Fallahi, P.; Elia, G.; Ragusa, F.; Ruffilli, I.; Patrizio, A.; Galdiero, M.R.; Baldini, E.; Ulisse, S.; Marone, G.; et al. Autoimmune Endocrine Dysfunctions Associated with Cancer Immunotherapies. Int. J. Mol. Sci. 2019, 20, 2560. [Google Scholar] [CrossRef]
- Fan, Y.; Xie, W.; Huang, H.; Wang, Y.; Li, G.; Geng, Y.; Hao, Y.; Zhang, Z. Association of Immune Related Adverse Events with Efficacy of Immune Checkpoint Inhibitors and Overall Survival in Cancers: A Systemic Review and Meta-Analysis. Front. Oncol. 2021, 11, 633032. [Google Scholar] [CrossRef]
- Cheung, Y.-M.M.; Wang, W.; McGregor, B.; Hamnvik, O.-P.R. Associations between Immune-Related Thyroid Dysfunction and Efficacy of Immune Checkpoint Inhibitors: A Systematic Review and Meta-Analysis. Cancer Immunol. Immunother. 2022, 71, 1795–1812. [Google Scholar] [CrossRef]
- Khoja, L.; Day, D.; Wei-Wu Chen, T.; Siu, L.L.; Hansen, A.R. Tumour- and Class-Specific Patterns of Immune-Related Adverse Events of Immune Checkpoint Inhibitors: A Systematic Review. Ann. Oncol. 2017, 28, 2377–2385. [Google Scholar] [CrossRef]
- Nogueira, E.; Newsom-Davis, T.; Morganstein, D.L. Immunotherapy-Induced Endocrinopathies: Assessment, Management and Monitoring. Ther. Adv. Endocrinol. Metab. 2019, 10, 2042018819896182. [Google Scholar] [CrossRef]
- Rubino, R.; Marini, A.; Roviello, G.; Presotto, E.M.; Desideri, I.; Ciardetti, I.; Brugia, M.; Pimpinelli, N.; Antonuzzo, L.; Mini, E.; et al. Endocrine-Related Adverse Events in a Large Series of Cancer Patients Treated with Anti-PD1 Therapy. Endocrine 2021, 74, 172–179. [Google Scholar] [CrossRef]
- Yamaguchi, A.; Saito, Y.; Okamoto, K.; Narumi, K.; Furugen, A.; Takekuma, Y.; Sugawara, M.; Kobayashi, M. Preexisting Autoimmune Disease Is a Risk Factor for Immune-Related Adverse Events: A Meta-Analysis. Support. Care Cancer 2021, 29, 7747–7753. [Google Scholar] [CrossRef]
- Chennamadhavuni, A.; Abushahin, L.; Jin, N.; Presley, C.J.; Manne, A. Risk Factors and Biomarkers for Immune-Related Adverse Events: A Practical Guide to Identifying High-Risk Patients and Rechallenging Immune Checkpoint Inhibitors. Front. Immunol. 2022, 13, 779691. [Google Scholar] [CrossRef]
- Stelmachowska-Banaś, M.; Czajka-Oraniec, I. Management of Endocrine Immune-Related Adverse Events of Immune Checkpoint Inhibitors: An Updated Review. Endocr. Connect. 2020, 9, R207–R228. [Google Scholar] [CrossRef]
- Kokkotou, E.; Anagnostakis, M.; Evangelou, G.; Syrigos, N.K.; Gkiozos, I. Real-World Data and Evidence in Lung Cancer: A Review of Recent Developments. Cancers 2024, 16, 1414. [Google Scholar] [CrossRef]
- Schneider, B.J.; Naidoo, J.; Santomasso, B.D.; Lacchetti, C.; Adkins, S.; Anadkat, M.; Atkins, M.B.; Brassil, K.J.; Caterino, J.M.; Chau, I.; et al. Management of Immune-Related Adverse Events in Patients Treated with Immune Checkpoint Inhibitor Therapy: ASCO Guideline Update. JCO 2021, 39, 4073–4126. [Google Scholar] [CrossRef]
- Van Buren, I.; Madison, C.; Kohn, A.; Berry, E.; Kulkarni, R.P.; Thompson, R.F. Survival Among Veterans Receiving Steroids for Immune-Related Adverse Events After Immune Checkpoint Inhibitor Therapy. JAMA Netw. Open 2023, 6, e2340695. [Google Scholar] [CrossRef]
- Matsukane, R.; Suetsugu, K.; Hata, K.; Matsuda, K.; Nakao, S.; Minami, H.; Watanabe, H.; Hirota, T.; Egashira, N.; Ieiri, I. Systematic Surveillance of Immune-Related Adverse Events in Clinical Practice and Impact of Subsequent Steroid Medication on Survival Outcomes. Int. J. Clin. Oncol. 2023, 28, 860–871. [Google Scholar] [CrossRef]
- Bai, X.; Hu, J.; Betof Warner, A.; Quach, H.T.; Cann, C.G.; Zhang, M.Z.; Si, L.; Tang, B.; Cui, C.; Yang, X.; et al. Early Use of High-Dose Glucocorticoid for the Management of irAE Is Associated with Poorer Survival in Patients with Advanced Melanoma Treated with Anti–PD-1 Monotherapy. Clin. Cancer Res. 2021, 27, 5993–6000. [Google Scholar] [CrossRef]
- Shimomura, K.; Yamaguchi, T.; Oya, Y.; Uchida, K.; Murotani, K. Impact of Corticosteroids for IrAEs on the Clinical Outcome of Immunotherapy in Patients With NSCLC. Anticancer Res. 2022, 42, 5961–5969. [Google Scholar] [CrossRef]
- Gaucher, L.; Adda, L.; Séjourné, A.; Joachim, C.; Chaby, G.; Poulet, C.; Liabeuf, S.; Gras-Champel, V.; Masmoudi, K.; Moreira, A.; et al. Impact of the Corticosteroid Indication and Administration Route on Overall Survival and the Tumor Response after Immune Checkpoint Inhibitor Initiation. Ther. Adv. Med. Oncol. 2021, 13, 1758835921996656. [Google Scholar] [CrossRef]
- Ricciuti, B.; Dahlberg, S.E.; Adeni, A.; Sholl, L.M.; Nishino, M.; Awad, M.M. Immune Checkpoint Inhibitor Outcomes for Patients with Non–Small-Cell Lung Cancer Receiving Baseline Corticosteroids for Palliative Versus Nonpalliative Indications. JCO 2019, 37, 1927–1934. [Google Scholar] [CrossRef]
- Hanahan, D. Hallmarks of Cancer: New Dimensions. Cancer Discov. 2022, 12, 31–46. [Google Scholar] [CrossRef]
- Das, S.; Johnson, D.B. Immune-Related Adverse Events and Anti-Tumor Efficacy of Immune Checkpoint Inhibitors. J. Immunother. Cancer 2019, 7, 306. [Google Scholar] [CrossRef]
- Wang, D.; Chen, C.; Gu, Y.; Lu, W.; Zhan, P.; Liu, H.; Lv, T.; Song, Y.; Zhang, F. Immune-Related Adverse Events Predict the Efficacy of Immune Checkpoint Inhibitors in Lung Cancer Patients: A Meta-Analysis. Front. Oncol. 2021, 11, 631949. [Google Scholar] [CrossRef]
- Young, A.; Quandt, Z.; Bluestone, J.A. The Balancing Act between Cancer Immunity and Autoimmunity in Response to Immunotherapy. Cancer Immunol. Res. 2018, 6, 1445–1452. [Google Scholar] [CrossRef]
- Postow, M.A.; Sidlow, R.; Hellmann, M.D. Immune-Related Adverse Events Associated with Immune Checkpoint Blockade. N. Engl. J. Med. 2018, 378, 158–168. [Google Scholar] [CrossRef] [PubMed]
- Chan, K.K.; Bass, A.R. Autoimmune Complications of Immunotherapy: Pathophysiology and Management. BMJ 2020, 369, m736. [Google Scholar] [CrossRef] [PubMed]
- Giobbie-Hurder, A.; Gelber, R.D.; Regan, M.M. Challenges of Guarantee-Time Bias. J. Clin. Oncol. 2013, 31, 2963–2969. [Google Scholar] [CrossRef] [PubMed]
- Wang, Z.; Hu, C.; Zhang, A.; Wang, X.; Zeng, D.; Long, T.; Zhu, B.; Wang, Z. A Real-World Retrospective Study of Incidence and Associated Factors of Endocrine Adverse Events Related to PD-1/PD-L1 Inhibitors. Ann. Transl. Med. 2023, 11, 164. [Google Scholar] [CrossRef] [PubMed]
- Ritchie, G.; Gasper, H.; Man, J.; Lord, S.; Marschner, I.; Friedlander, M.; Lee, C.K. Defining the Most Appropriate Primary End Point in Phase 2 Trials of Immune Checkpoint Inhibitors for Advanced Solid Cancers. JAMA Oncol. 2018, 4, 522–528. [Google Scholar] [CrossRef]
- Amoroso, V.; Gallo, F.; Alberti, A.; Paloschi, D.; Ferrari Bravo, W.; Esposito, A.; Cosentini, D.; Grisanti, S.; Pedersini, R.; Petrelli, F.; et al. Immune-Related Adverse Events as Potential Surrogates of Immune Checkpoint Inhibitors’ Efficacy: A Systematic Review and Meta-Analysis of Randomized Studies. ESMO Open 2023, 8, 100787. [Google Scholar] [CrossRef]
Subgroup | N (%) | |
---|---|---|
Sex | ||
Female | 245 (24.9%) | |
Male | 738 (75.1%) | |
Age | ≥65 | 570 (58%) |
<65 | 413 (42%) | |
Smoking status | ||
Current | 595 (67.1%) | |
Former | 265 (29.9%) | |
Never | 27 (3%) | |
Comorbidity | ||
Cardiac | 642 (67.9%) | |
Endocrine | 322 (34%) | |
Pulmonary | 255 (27%) | |
Gastrointestinal | 88 (9.4%) | |
Renal | 53 (5.6%) | |
Rheumatologic | 20 (2.1%) | |
ECOG PS | ||
0 | 198 (20.8%) | |
1 | 498 (52.4%) | |
2 | 211 (22.2%) | |
≥3 | 44 (4.6%) | |
Prior treatments | ||
Surgery | 166 (17%) | |
Radiotherapy | 427 (44.3%) | |
Chemotherapy | 472 (48.6%) | |
Treatment line | ||
Consolidation | 61 (6.3%) | |
1 | 549 (56.4%) | |
2 | 272 (27.9%) | |
≥3 | 92 (9.4%) |
Subgroup | N (%) | |
---|---|---|
Tumor specimen | ||
Tissue | 912 (92.9%) | |
Cytology | 70 (7.1%) | |
Histologic subtype | ||
Adenocarcinoma | 474 (48.3%) | |
Squamous | 280 (28.5%) | |
SCLC | 142 (14.5%) | |
NSCLC NOS | 31 (3.2%) | |
LCNEC | 17 (1.7%) | |
Other | 37 (3.8%) | |
PD-L1 | ||
<1% | 180 (27.1%) | |
1–49% | 247 (37.2%) | |
≥50% | 237 (35.7%) | |
Driver mutations | ||
No | 368 (71.8%) | |
Yes | 144 (28.2%) | |
Stage at treatment initiation | ||
II | 2 (0.2%) | |
IIIA | 36 (3.7%) | |
IIIB | 62 (6.3%) | |
IIIC | 17 (1.7%) | |
IVA | 357 (36.4%) | |
IVB | 508 (51.7%) | |
Metastatic sites | ||
Contralateral Lung | 383 (39%) | |
Pleura | 348 (35.4%) | |
Brain | 188 (19.1%) | |
Bone | 310 (31.5%) | |
Liver | 194 (19.7%) | |
Adrenal gland | 182 (18.5%) | |
Other | 309 (31.5%) | |
Checkpoint inhibitor | ||
PD-1 inhibitor | 670 (68.1%) | |
PD-L1 inhibitor | 221 (22.5%) | |
PD-1 + CTLA-4 inhibitor | 92 (9.4%) | |
Concurrent chemotherapy | ||
No | 499 (50.8%) | |
Platinum-pemetrexed | 211 (21.5%) | |
Platinum-etoposide | 157 (16%) | |
Platinum-taxane | 103 (10.5%) | |
Single-agent chemotherapy | 12 (1.2%) | |
Concurrent radiotherapy | 193 (19.8%) | |
Objective Response | ||
Complete response (CR) | 6 (0.7%) | |
Partial response (PR) | 200 (22.1%) | |
Stable disease (SD) | 249 (27.5%) | |
Progressive disease (PD) | 450 (49.7%) | |
Subsequent therapy | ||
Chemotherapy | 345 (89.8%) | |
Targeted therapy | 17 (4.4%) | |
Chemoimmunotherapy | 14 (3.7%) | |
Radiotherapy | 5 (1.3%) | |
Immunotherapy | 3 (0.8%) |
Univariate Analysis | Multivariate Analysis | |||
---|---|---|---|---|
Subgroup | p-Value | p-Value | HR (95% CI) | |
Age | <65 | 0.021 | 0.0012 | 0.54 (0.37–0.78) |
BMI | Normal | (ref) | ||
Overweight | 0.023 | |||
Obese | ||||
ECOG PS | 0 | (ref) | ||
1 | 8.07 × 10−8 | |||
2 | 1.18 × 10−22 | 0.016 | 2.46 (1.18–5.09) | |
3 | 3.24 × 10−16 | 0.014 | 3.43 (1.28–9.18) | |
4 | 0.0007 | |||
Pulmonary comorbidity | 0.063 | 0.042 | 1.52 (1.02–2.27) | |
Endocrine comorbidity | 0.094 | |||
Histologic subtype | Adenocarcinoma | (ref) | ||
Squamous | 0.00019 | |||
SCLC | ||||
Pleomorphic | ||||
NOS | ||||
LCNEC | ||||
Stage at diagnosis | I | (ref) | ||
II | ||||
IIIA | 0.056 | |||
IIIB | ||||
IIIC | 0.037 | |||
IVA | ||||
IVB | 0.029 | |||
Metastases | Lung | 0.002 | ||
Pleura | 4.67 × 10−8 | 0.010 | 1.64 (1.13–2.38) | |
Liver | 1.07 × 10−10 | |||
Brain | 8.86 × 10−5 | 0.067 | 1.61 (0.97–2.67) | |
Bone | 2.20 × 10−7 | |||
Adrenal gland | 0.027 | 0.012 | 1.88 (1.15–3.07) | |
Other | 0.029 | |||
PD-L1 | <1% | (ref) | ||
1–49% | 0.011 | |||
≥50% | 0.040 | 0.001 | 0.44 (0.27–0.71) | |
Prior surgery | 0.0002 | |||
Prior radiotherapy | 0.024 | |||
Prior chemotherapy | 4.33 × 10−7 | |||
Treatment line | 1 | (ref) | ||
2 | 2.72 × 10−10 | |||
3 | 1.70 × 10−9 | |||
4 | 4.12 × 10−5 | |||
5 | ||||
Consolidation | 0.0039 | |||
Checkpoint inhibitor | PD-1 inhibitor | (ref) | ||
PD-L1 inhibitor | 5.97 × 10−4 | |||
PD-1 + CTLA-4 inhibitor | 0.025 | 0.053 | 0.49 (0.24–1.01) | |
Concurrent radiotherapy | 0.0012 | 0.018 | 0.57 (0.36–0.91) | |
Endocrine irAE | 1.56 × 10−15 | 0.005 | 0.48 (0.28–0.80) | |
Non-endocrine irAE | 2.92 × 10−28 | 2.88 × 10−8 | 0.34 (0.23–0.50) | |
White blood cell count | 7.72 × 10−6 | 0.0008 | 0.9993 (0.99889–0.9997) | |
Platelets | 0.033 | |||
Neutrophils | 2.21 × 10−8 | 0.0006 | 1.001 (1.00032–1.0012) | |
Lymphocytes | 0.087 | 0.009 | 1.001 (1.00018–1.0013) | |
NLR | <2 | (ref) | ||
2–3 | ||||
>3 | 9.94 × 10−9 | |||
LDH | >ULN | 1.96 × 10−6 | 0.034 | 1.6 (1.04–2.48) |
Hemoglobin | ≥12 mg/dL | 1.94 × 10−6 |
Univariate Analysis | Multivariate Analysis | |||
---|---|---|---|---|
Subgroup | p-Value | p-Value | OR (95% CI) | |
Sex | Male | 0.091 | ||
ECOG PS | 0 | (ref) | ||
1 | ||||
2 | 0.0014 | 0.0955 | 0.42 (0.15–1.16) | |
3 | 0.0648 | |||
4 | ||||
Endocrine comorbidity | 0.0168 | 0.0061 | 2.10 (1.24–3.58) | |
Histology | Adenocarcinoma | (ref) | ||
Adenosquamous | 0.0144 | |||
SCLC | ||||
LCNEC | 0.0948 | |||
NOS | ||||
Pleomorphic | 0.0145 | |||
Squamous | ||||
Bone metastases | 0.0998 | |||
Liver metastases | 0.0002 | 0.0383 | 0.33 (0.11–0.94) | |
PD-L1 TPS | <1% | (ref) | ||
1–49% | 0.074 | |||
≥50% | ||||
Prior surgery | 0.004 | 0.0619 | 1.80 (0.97–3.35) | |
Treatment line | 1 | (ref) | ||
2 | ||||
3 | ||||
4 | ||||
5 | ||||
Consolidation | 0.0978 | |||
Checkpoint inhibitor | PD-1 inhibitor | (ref) | ||
PD-L1 inhibitor | ||||
PD-1 + CTLA-4 inhibitor | 0.0702 | |||
Concurrent radiotherapy | 0.0741 | |||
Concurrent chemotherapy | No | (ref) | ||
Platinum-etoposide | ||||
Platinum-pemetrexed | ||||
Platinum-taxane | 0.0381 | |||
Single-agent | ||||
Objective response | SD/PD | (ref) | ||
CR/PR | 3.59 × 10−6 | 0.0455 | 1.84 (1.01–3.34) | |
Dermatologic irAE | 3.03 × 10−8 | 0.051 | 1.76 (1.00–3.10) | |
Pulmonary irAE | 0.045 | |||
Liver irAE | 0.0049 | |||
Other irAE | 4.13 × 10−7 | |||
Neutrophils | 0.0527 | |||
NLR | <2 | (ref) | ||
2–3 | ||||
>3 | 0.009 |
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Panagiotou, E.; Ntouraki, S.; Vathiotis, I.A.; Livanou, M.E.; Trimis, A.; Evangelou, G.; Charpidou, A.; Syrigos, K.; Peppa, M. Endocrine Immune-Related Adverse Events Are Independent Predictors of Survival in Patients with Lung Cancer. Cancers 2024, 16, 1764. https://doi.org/10.3390/cancers16091764
Panagiotou E, Ntouraki S, Vathiotis IA, Livanou ME, Trimis A, Evangelou G, Charpidou A, Syrigos K, Peppa M. Endocrine Immune-Related Adverse Events Are Independent Predictors of Survival in Patients with Lung Cancer. Cancers. 2024; 16(9):1764. https://doi.org/10.3390/cancers16091764
Chicago/Turabian StylePanagiotou, Emmanouil, Sofia Ntouraki, Ioannis A. Vathiotis, Maria Effrosyni Livanou, Athanasios Trimis, Georgios Evangelou, Andriani Charpidou, Konstantinos Syrigos, and Melpomeni Peppa. 2024. "Endocrine Immune-Related Adverse Events Are Independent Predictors of Survival in Patients with Lung Cancer" Cancers 16, no. 9: 1764. https://doi.org/10.3390/cancers16091764